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Tune Temperature for Your Task
Use temperature settings wisely - lower values for factual content, higher for creative tasks.
Temperature Ranges for Different Tasks
For creative writing, increase temperature (0.7-1.0) and for factual tasks, keep it low (0.0-0.3).
Hallucination in AI
Q: In the context of AI, what is a 'hallucination'?
A: A hallucination is when an AI model confidently generates false, nonsensical, or factually incorrect information that was not present in its training data.
Retrieval Augmented Generation (RAG)
RAG combines pre-trained LLMs with external knowledge retrieval. The LLM's knowledge is augmented by fetching relevant information from a private or dynamic dataset before generating a response, reducing hallucinations and improving factual accuracy.
Hallucination Phenomenon
LLM 'hallucinations' occur when models generate false or nonsensical information presented as factual. This happens because models predict plausible-sounding text rather than retrieving verified facts.
Counterfactual Reasoning
Use prompts like 'What would happen if...' or 'How would the outcome change if...' to explore alternative scenarios and their implications.
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